{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Hikyuu 交互式工具示例\n",
    "=============="
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1、引入交互式工具\n",
    "-----------------\n",
    "需从hikyuu.interactive.interactive引入，而不是直接从hikyuu库中引入（hikyuu是一个库，可用于编制其他的工具，而hikyuu.interactive.interactive是基于hikyuu库实现的交互式探索工具）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "std::cout are redirected to python::stdout\n",
      "std::cerr are redirected to python::stderr\n",
      "2020-08-05 23:35:32.345 [HKU-I] - Loading market information... [loadBaseInfo]\n",
      "2020-08-05 23:35:32.347 [HKU-I] - Loading stock type information... [loadBaseInfo]\n",
      "2020-08-05 23:35:32.347 [HKU-I] - Loading stock information... [loadBaseInfo]\n",
      "2020-08-05 23:35:32.632 [HKU-I] - Loading KData... [init]\n",
      "2020-08-05 23:35:32.660 [HKU-I] - Preloading all day kdata to buffer! [setKDataDriver]\n",
      "2020-08-05 23:35:37.743 [HKU-I] - 5.11s Loaded Data. [init]\n",
      "CPU times: user 5.52 s, sys: 348 ms, total: 5.87 s\n",
      "Wall time: 5.87 s\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "%time from hikyuu.interactive import *\n",
    "#use_draw_engine('echarts') #use_draw_engine('matplotlib')  #默认为'matplotlib'绘图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2、创建交易系统并运行\n",
    "--------------------"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#创建模拟交易账户进行回测，初始资金30万\n",
    "my_tm = crtTM(init_cash = 300000)\n",
    "\n",
    "#创建信号指示器（以5日EMA为快线，5日EMA自身的10日EMA最为慢线，快线向上穿越慢线时买入，反之卖出）\n",
    "my_sg = SG_Flex(EMA(n=5), slow_n=10)\n",
    "\n",
    "#固定每次买入1000股\n",
    "my_mm = MM_FixedCount(1000)\n",
    "\n",
    "#创建交易系统并运行\n",
    "sys = SYS_Simple(tm = my_tm, sg = my_sg, mm = my_mm)\n",
    "sys.run(sm['sz000001'], Query(-150))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "3、绘制曲线观察\n",
    "---------------"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#绘制系统信号\n",
    "sys.plot()\n",
    "\n",
    "k = sm['sz000001'].get_kdata(Query(-150))\n",
    "c = CLOSE(k)\n",
    "fast = EMA(c, 5)\n",
    "slow = EMA(fast, 10)\n",
    "\n",
    "#绘制信号指示器使用两个指标\n",
    "fast.plot(new=False)\n",
    "slow.plot(new=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "4、绘制资金收益曲线\n",
    "---------------------"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#绘制资金收益曲线\n",
    "x = my_tm.get_profit_curve(k.get_datetime_list(), Query.DAY)\n",
    "x = PRICELIST(x)\n",
    "x.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "5、回测统计报告\n",
    "----------------------"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "帐户初始金额: 300000.00\n",
      "累计投入本金: 300000.00\n",
      "累计投入资产: 0.00\n",
      "累计借入现金: 0.00\n",
      "累计借入资产: 0.00\n",
      "累计红利: 0.00\n",
      "现金余额: 299100.00\n",
      "未平仓头寸净值: 0.00\n",
      "当前总资产: 299100.00\n",
      "已平仓交易总成本: 0.00\n",
      "已平仓净利润总额: -900.00\n",
      "单笔交易最大占用现金比例%: 5.03\n",
      "交易平均占用现金比例%: 4.73\n",
      "已平仓帐户收益率%: -0.30\n",
      "帐户年复合收益率%: -0.65\n",
      "帐户平均年收益率%: -0.65\n",
      "赢利交易赢利总额: 750.00\n",
      "亏损交易亏损总额: -1650.00\n",
      "已平仓交易总数: 6.00\n",
      "赢利交易数: 2.00\n",
      "亏损交易数: 4.00\n",
      "赢利交易比例%: 33.33\n",
      "赢利期望值: -150.00\n",
      "赢利交易平均赢利: 375.00\n",
      "亏损交易平均亏损: -412.50\n",
      "平均赢利/平均亏损比例: 0.91\n",
      "净赢利/亏损比例: 0.45\n",
      "最大单笔赢利: 660.00\n",
      "最大单笔亏损: -740.00\n",
      "赢利交易平均持仓时间: 20.50\n",
      "赢利交易最大持仓时间: 24.00\n",
      "亏损交易平均持仓时间: 5.00\n",
      "亏损交易最大持仓时间: 9.00\n",
      "空仓总时间: 108.00\n",
      "空仓时间/总时间%: 63.00\n",
      "平均空仓时间: 18.00\n",
      "最长空仓时间: 41.00\n",
      "最大连续赢利笔数: 1.00\n",
      "最大连续亏损笔数: 1.00\n",
      "最大连续赢利金额: 660.00\n",
      "最大连续亏损金额: -740.00\n",
      "R乘数期望值: -0.01\n",
      "交易机会频率/年: 13.04\n",
      "年度期望R乘数: -0.13\n",
      "赢利交易平均R乘数: 0.03\n",
      "亏损交易平均R乘数: -0.03\n",
      "最大单笔赢利R乘数: 0.05\n",
      "最大单笔亏损R乘数: -0.05\n",
      "最大连续赢利R乘数: 0.05\n",
      "最大连续亏损R乘数: -0.05\n",
      "\n"
     ]
    }
   ],
   "source": [
    "#回测统计\n",
    "from datetime import datetime\n",
    "\n",
    "per = Performance()\n",
    "print(per.report(my_tm, Datetime(datetime.today())))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "6、关于性能\n",
    "---------------\n",
    "\n",
    "经常有人问到性能问题，下面这段的代码使用之前的系统示例，遍历指定板块的所有股票，计算他们的“盈利交易比例%”（即胜率）。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def test_func(stock, query):\n",
    "    \"\"\"计算指定stock的系统策略胜率，系统策略为之前的简单双均线交叉系统（每次固定买入100股）\n",
    "    \"\"\"\n",
    "    #创建模拟交易账户进行回测，初始资金30万\n",
    "    my_tm = crtTM(init_cash = 1000000)\n",
    "\n",
    "    #创建信号指示器（以5日EMA为快线，5日EMA自身的10日EMA最为慢线，快线向上穿越慢线时买入，反之卖出）\n",
    "    my_sg = SG_Flex(EMA(n=5), slow_n=10)\n",
    "\n",
    "    #固定每次买入1000股\n",
    "    my_mm = MM_FixedCount(100)\n",
    "\n",
    "    #创建交易系统并运行\n",
    "    sys = SYS_Simple(tm = my_tm, sg = my_sg, mm = my_mm)\n",
    "    sys.run(stock, query)\n",
    "    \n",
    "    per = Performance()\n",
    "    per.statistics(my_tm, Datetime(datetime.today()))\n",
    "    return per[\"赢利交易比例%\".encode('gb2312')]\n",
    "\n",
    "def total_func(blk, query):\n",
    "    \"\"\"遍历指定板块的所有的股票，计算系统胜率\"\"\"\n",
    "    result = {}\n",
    "    for s in blk:\n",
    "        if s.valid and s.type != constant.STOCKTYPE_INDEX:\n",
    "            result[s.name] = test_func(s, query)\n",
    "    return result"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "遍历所有当前有效且并非指数的证券。下面是我的机器执行结果，共计算4151支证券，最近500个交易日，共耗时2.89秒。机器配置：Intel i7-4700HQ 2.G。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 1.99 s, sys: 0 ns, total: 1.99 s\n",
      "Wall time: 1.99 s\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "4549"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%time a = total_func(sm, Query(-500))\n",
    "len(a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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